~/talks

Milecia McGregor

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titleconferencedate
Using Storybook to Maintain Components in RedwoodConnect.Tech 20212021-11-08
Shows Storybook hooked into a React app and into Redwood, with live stories, args/controls for props, and the one-command Storybook setup that scaffolds…
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Tuning Hyperparameters with DVC ExperimentsScale By the Bay 20212021-10-28
Grid search with three hyperparameters and ten values each explodes to 1,000 runs while random search often finds better settings in the same time by sampling…
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Scale By the Bay 2021 intro video by Milecia McGregorScale By the Bay 20212021-10-28
Demonstrates tuning hyperparameters for any ML project using dvc experiments from iterative.ai, with a concrete workflow that automates grid search and random…
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Using Reproducible Experiments To Create Better ModelsData Con LA 20212021-09-17
Demonstrates using DVC to make hyperparameter sweeps reproducible by versioning code, data and params and running queued experiments with DVC exp run against a…
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Using Storybook to Maintain Components and RedwoodJSReliable Web Summit 20212021-08-26
RedwoodJS ships Storybook integration so a generated component already includes a .stories.js file and a test, and the demo uses the CLI commands yarn create…
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Convolutional Neural Networks in ActionConf42 Machine Learning 20212021-07-29
Builds a small convolutional network in Python using PyTorch and tracks runs with DVC on the MNIST dataset, showing concrete layer choices: conv layers with…
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Using Prisma in a Full-Stack Redwood AppPrisma Day 20212021-06-29
Redwood + TypeScript + Prisma + Postgres builds a working full‑stack app end to end: create a Redwood app with yarn create redwood-app, switch Prisma provider…
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Creating A User Dashboard with Redwood and PrismaPrisma Day 20212021-06-29
Live code builds a student dashboard using Redwood + Prisma + Postgres: author defines three Prisma models (Student, Course, Grade), runs Yarn create…
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Using JavaScript to Find Your DogGOTOpia Chicago 20212021-04-20
Builds a portable dog locator using an Arduino Uno, a Bluetooth module, four AAA batteries and a small beeper; backend is Node + Express with the Johnny-Five…
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The Security Toolbox For NodeNode Congress 20212021-02-18
Covers concrete defenses: demonstrates OWASP Top 10 coverage using the NodeGoat examples and cites that those flaws exist in ~85% of web apps; shows package…
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DevSecOps Panel "AppSec Would Never Catch Me"{Unscripted} 20202020-10-21
Panel argues that security gets solved by automating checks inside CI/CD rather than policing releases manually: start with npm audit or a dependency scanner…
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Securing Your Web Application Pipeline From Intruders{Unscripted} 20202020-10-21
Argues that security belongs early and often in CI/CD and shows concrete integrations: run OWASP ZAP and static analyzers (arachne, burp, sqlmap) in the build…
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Making VR More Interesting With React and Brain.jsNerdearla 20202020-10-20
Live demo builds a browser VR search-and-find game using A-Frame and an environment package, with a Node backend using Brain.js and node express to adapt…
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The Security Toolbox For Nodenodejsday 20202020-10-14
Covers the OASP top 10 with a concrete claim that ~60% of sites are vulnerable and drills into fixes: mandatory input validation, using json.parse instead of…
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Making Your React Apps Perform At ScaleReact Summit 20202020-10-14
A demo budget app shows Lighthouse mobile audit reporting a 9s First Contentful Paint and screenshots that point at a heavy chart; the React Profiler breaks…
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Making VR more interesting with JS and Brain.jsConf42 JavaScript 20202020-09-30
Builds a web VR search-and-find game with A-Frame primitives and a Node/Express backend that uses Brain.js to train a tiny neural net (configured with three…
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Making VR More Interesting With JavaScript and Machine LearningJSConf Korea 2020 Home Edition2020-09-20
Starts from a plain A-Frame HTML file and uses Node/Express as a backend. Uses Brain.js neural network built with three hidden layers trained on arrays of user…
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Reading Thoughts with JavaScriptCityJS Conference 20202020-09-02
Live demo shows a browser page scrolled by thought using a $500 EEG module (OpenBCI), raw signals preprocessed in Python, fed into a Node.js backend and a…
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Panel - PerformanceReact Finland 20202020-05-28
Panel lists concrete signals and fixes: check Chrome/Safari memory panel and look for leaks from long-lived subscriptions or sloppy useEffect cleanup…
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Using Machine Learning to Improve UI/UXJSConf Hawaiʻi 20202020-02-05
Claims that small JS models can do text prediction and attach a maliciousness rating to inputs using Node and Brain.js, with a single call to create a neural…
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Using Machine Learning To Improve UI/UXNationJS Frontrunners React 20192019-12-06
Claim: a small neural network can detect malicious or intentful text and drive live DOM changes. Implementation uses brain js on a Node Express backend, trains…
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Using Machine Learning To Improve UI/UXLibertyJS 20192019-10-24
Demos use Brain.js to power concrete features: a browser-hosted text predictor, live layout tweaks that change element colors and opacity based on collected…
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Why You Should Make All of Your React Apps PWAs and HowReact Boston 20192019-09-21
Claim: most apps are already about 50% of the way to being PWAs and a checklist of 8 necessary attributes makes the rest incremental. create-react-app ships…
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